Backcheck
Recap · CGY at OTT

Senators edge the Flames in a shootout

The Senators earned it — the game and the expected-goals battle both.

By the ModelJul 12, 1:08 PMxG: xgboost-0.758Edited for clarity
Away
CGY
Calgary Flames
3
Home
OTT
Ottawa Senators
4
FINAL / OT
Process vs result

The underlying story

2.81Expected goals4.21
60% share for the better side
29Shot attempts (SOG)38
2High-danger chances4
55Corsi (all attempts)64
Score-adjusted: 44% / 56%
Source · NHL play-by-play · XGBoost xG

Ottawa controlled this game convincingly on the underlying numbers. The Senators held 60% of expected goals (4.21–2.81), a 57% edge in shot attempts (38–29 on goal), and a 4–2 advantage in high-danger chances. Tim Stützle won it with a snap shot from the slot in the shootout.

This wasn't a shootout disguising a tight game—it was a dominant performance that needed the tiebreaker format. L. Ullmark allowed two low-danger goals, lapses that usually sink teams. But Ottawa was efficient enough to overcome them.

D. Cooley (CGY) limited the damage with an exceptional performance: 35 of 38 saves, 0.921 SV%, +1.21 versus expected. That's stopping more than a goal's worth of additional chances—precisely what prevented a wider defeat.

Calgary's power play supplied the only bright spot: 2 goals on 8 shots (0.56 xG). The Flames' rush efficiency was lethal—2 goals on 25 rush attempts—yet couldn't overcome the overall play.

How the game was won

The danger ladder

shotsgoalsexpected
High dangerslot & crease
CGY0 / 2 · 0.55 xG
OTT0 / 4 · 0.98 xG
Medium dangermid-range
CGY2 / 14 · 1.79 xG
OTT1 / 22 · 2.36 xG
Low dangerperimeter & point
CGY1 / 39 · 0.48 xG
OTT2 / 38 · 0.87 xG

OTT went 1-for-22 from medium danger on 2.36 expected goals — 1.4 left on the table.

Source · Backcheck xG model · NHL play-by-play
The luck layer

Finishing vs expected

expectedactual
CGY
3 G · 2.81 xG · +0.2
OTT
4 G · 4.21 xG · -0.2
012345
Goalies · GSAx (goals saved above expected)
D. CooleyCGY
+1.2
L. UllmarkOTT
-0.2

CGY finished +0.2 against expected, OTT -0.2 — D. Cooley (CGY) saved 1.2 goals above expected.

Source · Backcheck xG model
What they shot — and what went in

Shot diet

goalsshots
CGY
WRIST2/17
SLAP0/4
TIP IN0/4
SNAP1/6
BACKHAND0/2
DEFLECTED0/1
WRAP AROUND0/0
BAT0/0
OTHER0/21
OTT
WRIST3/31
SLAP0/8
TIP IN0/6
SNAP0/4
BACKHAND0/3
DEFLECTED0/1
WRAP AROUND0/1
BAT0/1
OTHER0/9
CGY
OTT
Off the rush
2 G on 25 · 2.55 xG
0 G on 38 · 3.69 xG
Off rebounds
1 G on 2 · 0.15 xG
1 G on 2 · 0.11 xG

Wrist shots carried the volume: CGY went 2-for-17, OTT 3-for-31. CGY scored 2 of theirs off the rush.

Source · Backcheck xG model · NHL shot types
Three stars · computed, not voted
L. Eller
#89 · C · OTT
1 G · 1 A · 1 SOG · 12:16 TOI · +2
J. Sanderson
#85 · D · OTT
1 G · 0 A · 8 SOG · 28:50 TOI · +1
R. Andersson
#4 · D · CGY
0 G · 1 A · 1 SOG · 27:32 TOI · -1
Ranked from the box score — points first · Backcheck
What the model flagged
  • D. Cooley (CGY) stopped 1.2 goals above expected.
  • OTT scored 2 goals from low-danger spots — the opposing goalie needs to have those.
  • CGY was lethal off the rush — 2 goals on 25 rush chances.
  • CGY power play was dominant — 2 PPG on 8 PP shots (0.56 xG).
Before the game — the model's pre-game read
Preview · CGY at OTT · 7:00 PM ET

The Senators are the model's lean over the Flames — with PDO regression in play

By the ModelJul 11, 1:48 PMEdited for clarity
Win probability

The model's lean

59%
OTT
Model favorite
41%
59%
CGY50OTT

OTT by 18 points of win probability — a clear lean. Projected score CGY 2.22.8 OTT; 18% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
Season profile · edge from the spine

Tale of the tape

CGY← edge
edge →OTT
47.0%5v5 xG%56.0%
49.0%Corsi%53.0%
2.36xGF / 602.66
2.66xGA / 602.12
1.76Goals for / gm2.18
2.15Goals against / gm1.99
0.985PDO — luck, not skill0.993

OTT holds 6 of 6 process categories — and PDO (0.985 vs 0.993) says OTT has run hotter.

Source · MoneyPuck season tables · 5v5

The model sees the Senators as clear favorites here: a projected 2.2–2.8 goal game with Ottawa at 59% win probability. The underlying case is straightforward—the Senators own the possession game.

Through 5v5 play, Ottawa controls expected goals at 56.0% to Calgary's 47.0%. That's the predictive layer. The Senators also command territorial dominance in Corsi, where they sit at 53.0% against Calgary's 49.0%, meaning they consistently drive play into enemy ice. This isn't a fluke; it's a structural advantage.

Ottawa's recent form backs the model. The Senators are 4-5-1 in their last 10, a points-pace that outpaces their opponent. Calgary, meanwhile, sits at -16 goal differential over the same stretch—a sign of teams playing worse than the score initially suggests.

The wrinkle: Calgary's PDO of 0.985 sits below league neutral. That's a team running cold on both the shooting and goaltending sides, which typically signals mean reversion. Ottawa's 0.993 PDO sits closer to center, offering less regression room.

For Calgary, Blake Coleman (0.89 xG/60, 16 goals, 12 assists, 2 high-danger chances, 11.4% shooting) remains the engine. Matt Coronato (0.80 xG/60, 10 goals, 16 assists) rounds out the two-headed attack, though his 6.6% shooting rate leaves upside if regression favors him. Defensively, Calgary's high-danger and rebound rates both sit at 0%, which reads less as disciplined structure and more as variance—teams can't sustain a complete shutdown forever.

Brady Tkachuk (1.19 xG/60, 11 goals, 20 assists, 2 high-danger chances, 7.5% shooting) leads Ottawa's charge. He's not just a volume driver; that 1.19 xG/60 mark signals genuine shot quality. Dylan Cozens (1.00 xG/60, 13 goals, 15 assists) offers secondary punch. Like Calgary, Ottawa's high-danger and rebound rates hold at 0%, a sign that both teams are outperforming natural rates.

The matchups turn on structure. Calgary needs to disrupt Ottawa's puck movement and force Tkachuk into lower-value attempts. Ottawa, conversely, should probe Calgary's Matt Coronato on the backcheck—he represents a weak link. On Ottawa's end, Nick Jensen flags as the defensive liability.

This is a numbers-backed lean on Ottawa—not because they're guaranteed to win, but because their underlying edge is real and Calgary's recent results haven't caught up to their puck luck ceiling.

Computed danger · scouting

Players to watch

CGY
Blake Coleman16G 12A
0.89 xG/60 · 2 HD · 11.4% sh
Matt Coronato10G 16A
0.80 xG/60 · 0 HD · 6.6% sh
OTT
Brady Tkachuk11G 20A
1.19 xG/60 · 2 HD · 7.5% sh
Dylan Cozens13G 15A
1.00 xG/60 · 1 HD · 9.5% sh
Source · MoneyPuck skaters